Literature DB >> 19786180

Potential antioxidant compounds in Mallotus species fingerprints. Part I: Indication, using linear multivariate calibration techniques.

C Tistaert1, B Dejaegher, Hoai N Nguyen, G Chataigné, C Rivière, Thi Hong V Nguyen, Van M Chau, J Quetin-Leclercq, Y Vander Heyden.   

Abstract

Some Mallotus species are used in traditional medicine in Vietnam and China. Some also show interesting activities, such as antioxidant and cytotoxic ones. Combining fingerprint technology with data-handling techniques allows indicating the peaks potentially responsible for given activities. In this study it is aspired to indicate from chromatographic fingerprints the peaks potentially responsible for the antioxidant activity of several Mallotus species. Relevant information was extracted using linear multivariate calibration techniques, both before and after alignment of the fingerprints with correlation optimized warping (COW). From the studied techniques, stepwise multiple linear regression is least recommended as it made an inadequate variable selection. Principal component regression theoretically can take largely varying variables uncorrelated to the antioxidant activity into account. However, in practice in the actual case study this problem was limited. These problems in principle do not occur using partial least squares (PLS) models. Of the tested PLS methods, orthogonal projections to latent structures was preferred because of its simplicity, reproducibility, reduced model complexity and improved interpretability of the regression coefficients, yielding a clearer view on the individual contribution of the compounds. Furthermore, reducing analysis times from 60min to 35 and 22.5min resulted in the same main compounds, indicated responsible for the antioxidant activity. Models built after alignment by COW did not result in additional information.

Entities:  

Year:  2009        PMID: 19786180     DOI: 10.1016/j.aca.2009.08.024

Source DB:  PubMed          Journal:  Anal Chim Acta        ISSN: 0003-2670            Impact factor:   6.558


  3 in total

1.  Antimicrobial Activity of Serbian Propolis Evaluated by Means of MIC, HPTLC, Bioautography and Chemometrics.

Authors:  Petar Ristivojević; Ivica Dimkić; Jelena Trifković; Tanja Berić; Irena Vovk; Dušanka Milojković-Opsenica; Slaviša Stanković
Journal:  PLoS One       Date:  2016-06-07       Impact factor: 3.240

2.  Gas Chromatographic Fingerprint Analysis for the Comparison of Seized Cannabis Samples.

Authors:  Amorn Slosse; Filip Van Durme; Nele Samyn; Debby Mangelings; Yvan Vander Heyden
Journal:  Molecules       Date:  2021-11-02       Impact factor: 4.411

3.  Discriminatory components retracing strategy for monitoring the preparation procedure of Chinese patent medicines by fingerprint and chemometric analysis.

Authors:  Shuai Yao; Jingxian Zhang; Dandan Wang; Jinjun Hou; Wenzhi Yang; Juan Da; Luying Cai; Min Yang; Baohong Jiang; Xuan Liu; De-an Guo; Wanying Wu
Journal:  PLoS One       Date:  2015-03-13       Impact factor: 3.240

  3 in total

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